{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib图鉴——基础散点图\n",
    "\n",
    "## 公众号：可视化图鉴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.3.2\n",
      "1.2.0\n",
      "1.19.2\n"
     ]
    }
   ],
   "source": [
    "import matplotlib\n",
    "print(matplotlib.__version__) #查看Matplotlib版本\n",
    "import pandas as pd\n",
    "print(pd.__version__) #查看pandas版本\n",
    "import numpy as np\n",
    "print(np.__version__) #查看numpy版本\n",
    "import matplotlib.pyplot as plt \n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  #设置中文"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "注意，代码在以下环境全部通过测试:\n",
    "- Python 3.7.1\n",
    "- Matplotlib == 3.3.2\n",
    "- pandas == 1.2.0\n",
    "- numpy == 1.19.2\n",
    "\n",
    "因版本不同，可能会有部分语法差异，如有报错，请先检查拼写及版本是否一致！"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 700x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = {'a': np.arange(50),\n",
    "        'c': np.random.randint(0, 50, 50),\n",
    "        'd': np.random.randn(50)}\n",
    "data['b'] = data['a'] + 10 * np.random.randn(50)\n",
    "data['d'] = np.abs(data['d']) * 100\n",
    "\n",
    "plt.figure(figsize = (7,6),dpi = 100)\n",
    "\n",
    "plt.title(\"基础散点图——gallery精选\",fontsize = 15)\n",
    "\n",
    "plt.scatter('a', 'b', c='c', s='d', data=data)\n",
    "plt.xlabel('entry a')\n",
    "plt.ylabel('entry b')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 700x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cbook as cbook\n",
    "\n",
    "\n",
    "with cbook.get_sample_data('goog.npz') as datafile:\n",
    "    price_data = np.load(datafile)['price_data'].view(np.recarray)\n",
    "price_data = price_data[-250:]  # get the most recent 250 trading days\n",
    "\n",
    "delta1 = np.diff(price_data.adj_close) / price_data.adj_close[:-1]\n",
    "\n",
    "\n",
    "volume = (15 * price_data.volume[:-2] / price_data.volume[0])**2\n",
    "close = 0.003 * price_data.close[:-2] / 0.003 * price_data.open[:-2]\n",
    "\n",
    "fig, ax = plt.subplots(figsize = (7,6),dpi = 100)\n",
    "ax.scatter(delta1[:-1], delta1[1:], c=close, s=volume, alpha=0.5)\n",
    "\n",
    "ax.set_xlabel(r'$\\Delta_i$', fontsize=15)\n",
    "ax.set_ylabel(r'$\\Delta_{i+1}$', fontsize=15)\n",
    "ax.set_title('基础散点图—Gallery精选—Volume and percent change', fontsize=15)\n",
    "\n",
    "ax.set_ylim(-0.15,0.25)\n",
    "ax.set_yticks([-0.15,-0.1,-0.05,0,0.05,0.1,0.15,0.2,0.25])\n",
    "\n",
    "\n",
    "ax.set_xlim(-0.15,0.25)\n",
    "ax.set_xticks([-0.15,-0.1,-0.05,0,0.05,0.1,0.15,0.2,0.25])\n",
    "\n",
    "ax.grid(True)\n",
    "fig.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 900x800 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
    "\n",
    "np.random.seed(19680801)\n",
    "\n",
    "\n",
    "x = np.random.randn(1000)\n",
    "y = np.random.randn(1000)\n",
    "\n",
    "\n",
    "fig, axScatter = plt.subplots(figsize=(9,8),dpi = 100)\n",
    "\n",
    "axScatter.scatter(x, y,c = np.random.randn(1000))\n",
    "axScatter.set_aspect(1.)\n",
    "axScatter.grid()\n",
    "\n",
    "axScatter.set_xlim(-4,4)\n",
    "axScatter.set_ylim(-4,4)\n",
    "\n",
    "divider = make_axes_locatable(axScatter)\n",
    "axHistx = divider.append_axes(\"top\", 1.2, pad=0.1, sharex=axScatter)\n",
    "axHisty = divider.append_axes(\"right\", 1.2, pad=0.1, sharey=axScatter)\n",
    "\n",
    "axHistx.xaxis.set_tick_params(labelbottom=False)\n",
    "axHisty.yaxis.set_tick_params(labelleft=False)\n",
    "\n",
    "binwidth = 0.25\n",
    "xymax = max(np.max(np.abs(x)), np.max(np.abs(y)))\n",
    "lim = (int(xymax/binwidth) + 1)*binwidth\n",
    "\n",
    "bins = np.arange(-lim, lim + binwidth, binwidth)\n",
    "axHistx.hist(x, bins=bins)\n",
    "axHisty.hist(y, bins=bins, orientation='horizontal')\n",
    "\n",
    "\n",
    "axHistx.set_yticks([0, 50, 100])\n",
    "\n",
    "axHisty.set_xticks([0, 50, 100])\n",
    "\n",
    "axHistx.text(-2.2,120,\"基础散点图-Gallery精选\",fontsize = 15,bbox=dict(boxstyle='round', fc='yellow', ec='blue',lw=1 ,alpha=0.7))\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
